數據解決方案現代化.pdf

1、2024 FAV Summit:Modernizing Data Solutions2024 FAV Summit:Modernizing Data SolutionsModerator:Glendora Fortune,PMP,CPM,CSM,FCCM Chief Information OfficerOffice of Information Technology,Florida Department of Transportation Friday,September 6 11:00am-12:30pmModernizing Data SolutionsFriday September

2、6th 11:00am 12:30pmModerator:Glendora Fortune,PMP,CPM,CSM,FCCMChief Information OfficerOffice of Information TechnologyFlorida Department of TransportationOur PresentersChristine McDonald,B.S.J.Data Governance AdministratorFlorida Department of TransportationStephanie Tanner,MBA,PMPInformation Secur

3、ity ManagerFlorida Department of TransportationSue Zheng,PhD,PEDirector,Office of MaterialsFlorida Department of TransportationChase FleemanDirector of Operations,International Cybernetics Company(ICC)FDOT Technologies:The Role of Data Governance in a Modern Technology FrameworkChristine McDonald,B.

4、S.J.Data Governance AdministratorFlorida Department of TransportationFDOT Technologies:The Role of Data Governance in a Modern Technology FrameworkChristine McDonald,B.S.J.Data Governance AdministratorCivil Integrated ManagementFlorida Department of TransportationFDOT Technologies:Presentation By:Ch

5、ristine McDonald,B.S.J.Data Governance AdministratorFDOT Civil Integrated ManagementThe Role of Data Governance in a Modern Technology FrameworkFDOT Technologies:What is Data Governance?Data Governance:The practice of organizing,classifying,securing,and implementing policies,procedures,and standards

6、 for the effective use of an organizations data.(Florida Statute 282)This Photo by Unknown Author is licensed under CC BYFDOT Technologies:Why is Data Governance Important?BenefitsReliability Accessibility Timeliness Productivity IntegrationSharingReliability Helps to ensure that information is secu

7、re,accurate,reliable and at the appropriate level to empower users to do a better job.Accessibility-Helps to provide the ability to access relevant business data more quickly and efficiently by knowing where to find it.Timeliness-Helps to reduce the amount of time to locate the data you need and pro

8、vides more time to analyze the data.Productivity Helps to support the effective sharing information across an organization to enable better and faster decisions.Integration-Helps to enable a greater capability to link data together from different business areas and various systems.Sharing-Helps to r

9、emove barriers currently in place that may prevent the efficient sharing of information.This Photo by Unknown Author is licensed under CC BY-SA-NCFDOT Technologies:Organizational Approach10Reliable,Organized,Accurate Data Sharing(ROADS)The foundational principles of the ROADS Initiative is helping t

10、o close the data and information gaps identified by:People:Establishing a formal data governance structure to make key decisions related to data/information.Process:Training staff on the Data Governance Component Model and implementing standard processes and routines to provide a formal approach to

11、data governance.Technology:Providing common standardized business intelligence tools,technologies and frameworks that can be used across the organization to make data/information more accessible.This Photo by Unknown Author is licensed under CC BY-SA-NCFDOT Technologies:A Shared Visiono Better and i

12、nformed decision makingo Improved organizational goalso An increased rate of innovationo Employee growth and developmento Enhanced communicationso Improved business processeso Sharing of specialized expertiseo Faster problem-solvingFDOT Technologies:Data Integration LifecyclePlanningProject Developm

13、ent/Environment StudyDesignRight of Way AcquisitionConstructionDataDataDataDataDataFDOT Technologies:Digital Journey133D Modeling/BIMiIntelligent PlansModel as theDeliverableBIM DimensionsDigital ConstructionVisualizationEfficient DocumentationCost SavingsLess ReworkEliminate RedundancyIncreased Dig

14、italization/Project Delivery InteroperabilityData FederationFDOT Technologies:Future Needs14Increased ProductivityEfficiencyData-Driven Design VisualizationCost Savings Less ReworkEliminate RedundancyIncreased Digitalization/OrganizationalInteroperabilitySingle Source of TruthFDOT Technologies:Chall

15、enges15 Unified Vision Differing Standards Policies and Procedures Limited Engagement Limited Awareness New State Laws,Rules and Regulations Technology ConvergenceFDOT Technologies:Examples of Technology Convergence16 Cell PhonesPhone-Camera-Camcorder Text Messaging-Internet-GPS Music-More Televisio

16、ns/TabletsDigital Programming Internet Music Digital Displays Computer Monitor-More CarsTransportation Internet GPS Music Data Capture/Analysis-More Smart WatchesHealth Monitoring-Exercise Tracking-Sleep Tracking GPS-Text Messaging Phone Fall Detection-MoreThis Photo by Unknown Author is licensed un

17、der CC BY-NC-NDFDOT Technologies:Drivers17 Natural Progression Speed of Innovation Customer/Business Needs Cost SavingsFDOT Technologies:Opportunities for Integration(IT/OT)18Focus Data Standardization/IntegrationApplications Modular ConfigurationHardware-InteroperabilitySoftware Device,Operating Sy

18、stem and Platform CompatibilityNetwork Topology Streamlined ConnectionsSecurity Unified EnvironmentFDOT Technologies:Achieving Business Value19 Ensures data is reliable,organized and accurate.Supports an environment of continuous learning for data-driven decision-making.Provides“trustworthy”data so

19、knowledge can be gained.Supports the automated extraction and delivery of knowledge.Data(Collection/Organization)Information(Processing/Analysis)Knowledge(Understanding/Decision-Making)Business ValueFDOT Technologies:Future Vision20o Authoritative Data Sourceso Data Inventories(IT/OT/ET)o Data Manag

20、ement/Technology Strategyo Data Qualityo Enhanced Platformso Expanded Data Governance Structureo Fundingo Self-ServiceFDOT Technologies:Effective Data GovernanceThis Photo by Unknown Author is licensed under CC BYPlatformsOpen PlatformsStandardsNational and International Data StandardsSelf-ServiceFu

21、rther Enable Self-ServiceFoundationsBuild Upon Existing Data Governance FoundationInnovationSupport Innovation and ModernizationFrameworksEstablished Frameworks:Ongoing Reassessment of Tools,Processes and ProceduresData LiteracyIncrease Staff AwarenessInventoriesFormal Management of Vital Data and T

22、echnology AssetsPromotionContinue Efforts to Promote Data Governance as a PriorityBenefitsPromote the Value of Managed DataThank YouChristine McDonald,B.S.J.Data Governance AdministratorFDOT Civil Integrated ManagementModernizing Data Solutions with Security&Privacy In MindStephanie Tanner,MBA,PMPIn

23、formation Security ManagerFlorida Department of TransportationModernizing Data Solutions with Security&Privacy In MindStephanie Tanner,MBA,PMPInformation Security ManagerFlorida Department of TransportationFlorida Department of TransportationModernizing Data SolutionsWith Security&Privacy In MindSte

24、phanie TannerInformation Security ManagerFlorida Department of TransportationFlorida Department of TransportationTechnology ChangesFlorida Department of TransportationFlorida Department of TransportationUse Your FrameworkFlorida Department of TransportationFlorida Department of Transportation Handli

25、ng of personal dataData Privacy Protecting information from unauthorized access,use and disclosureData SecurityFlorida Department of TransportationGuidance for Private IndustryFlorida Digital Bill of Rights(2024)o Took effect on July 1,2024.o Give consumers a way to protect their personal data.o Big

26、 data brokers.Guidance for GovernmentFlorida Information Protection Act(2014)o Requires Notifications to consumers in cases of data breach.Florida Department of TransportationData PipelineWhat device,application or form captures the data?What data is captured?How is data stored and transmitted?How i

27、s that data used and shared?Florida Department of TransportationData PipelineWhat device,application or form captures the data?What data is captured?How is data stored and transmitted?How is that data used and shared?Florida Department of Transportation Have an Inventory Risk Assessment Where are yo

28、ur biggest threats?Identify Prevent unauthorized access Protect data and systems based on sensitivityProtect Continuous Monitoring Must know“normal”to identify“non normal”Detect Incident Response Team and Plan Communications PlanRespond Backup and Recovery that is tested Business Continuity PlanReco

29、verFlorida Department of TransportationThis Photo by Unknown Author is licensed under CC BY-NDFlorida Department of TransportationThank You!Stephanie TannerStephanie.Tannerdot.state.fl.usNext-Gen Pavement Management:Leverage Data and Technology for Strategic AlignmentSue Zheng,PhD,PEDirector,Office

30、of MaterialsFlorida Department of TransportationNext-Gen Pavement Management:Leverage Data and Technology for Strategic AlignmentSue Zheng,PhD,PEDirector,Office of MaterialsFlorida Department of TransportationNext-Gen Pavement ManagementLeverage Data and Technology for Strategic AlignmentSue ZhengSe

31、ptember 6,2024 Florida Department ofTRANSPORTATION39IntroductionIntroductionFDOTs MissionThe mission of the Florida Department of Transportation is to provide a safe statewide transportation system that promotes the efficient movement of people and goods,supports the states economic competitiveness,

32、prioritizes Floridas environment and natural resources,and preserves the quality of life and connectedness of the states communities.Mission becomes impossible without highways in a good pavement condition.Florida Department of TransportationA Robust Pavement Management SystemThe Key to Preserving o

33、ur Pavement Investments,The Key to Maintaining the Serviceability at Lowest Life-cycle Cost.Key Element 1-Pavement Condition Assessment:Accurate and ContinuousLeveraging advanced data collection and analysis tools and integrating AI and ML for automated assessment and reporting to achieve precision,

34、digitalization,and automation.Key Element 2-Pavement Performance Modeling:Intelligent and EfficientConnecting materials,design,construction,and maintenance decisions to anticipated pavement performance and their financial implications.Address agency needs at the project,network,and strategic levelsP

35、avement Condition Assessment-FDOTs Achievements Pavement Condition Assessment-FDOTs Achievements Implementation of High-speed 3D Data Technologies Quality Data as LifebloodData Digitalization-Foundation for leveraging Computing and Analytics ToolsAI&ML Integration Pathway for Complete Automation Int

36、eractive Decision Matrix Tools Final Step from AI to BIHigh-speed 3D Pavement Data Technologies High-speed 3D Pavement Data Technologies Eliminate the Subjectivity of manual rating,reducing the inconsistency among human visions,improving the accuracy;Improve the precision and accuracy of the rating

37、system by the higher resolution imagery data.Improve efficiency by collecting the data at during speed and real time analysis.Pavement Data Digitalization Pavement Data Digitalization Foundation for Leveraging Computing and Analytics ToolsFrom manual rating to high-resolution 3D digital data,we have

38、 utilized advanced computing to automate data analysis,reduce field verifications,and increase data accuracy.AI&ML IntegrationAI&ML Integration Pathway to Complete AutomationIntegrated AI and ML into pavement distress assessments,particularly for identifying and quantifying raveling and cracking,whi

39、ch are the primary triggers for resurfacing needs.Enhanced Tools for Better DecisionsEnhanced Tools for Better DecisionsFrom Artificial Intelligence(AI)to Business Intelligence(BI)Florida Department of TransportationA Robust Pavement Management SystemThe Key to Preserving our Pavement Investments,Th

40、e Key to Maintaining the Serviceability at Lowest Life-cycle Cost.Key Element 1-Pavement Condition Assessment:Accurate and ContinuousLeveraging advanced data collection and analysis tools and integrating AI and ML for automated assessment and reporting to achieve precision,digitalization,and automat

41、ion.Key Element 2-Pavement Performance Modeling:Intelligent and EfficientConnecting materials,design,construction,and maintenance decisions to anticipated pavement performance and their financial implications.Address agency needs at the project,network,and strategic levelsFlorida Department of Trans

42、portationThe Ongoing Struggle Identifying the Root Causes of Premature Pavement Distresses:Despite the vast datasets at our disposal,pinpointing the specific causes remains elusive.Forecasting the Impact of Design Changes:Whether altering materials or modifying installation methods,predicting perfor

43、mance outcomes is still fraught with uncertainty.We have plenty,but not what we need most:Hidden Correlation and Patterns Between current Policy/Practices AND Pavement PerformanceExperiencing Thirst In a Vast Ocean of Data Florida Department of TransportationA Robust Pavement Management SystemThe Ke

44、y to Preserving our Pavement Investments,to Maintaining the Serviceability at Lowest Life-cycle Cost.Key Element 1-Pavement Condition Assessment:Accurate and Continuous Key Element 2-Pavement Performance Modeling:Intelligent and EfficientConnecting materials,design,construction,and maintenance decis

45、ions to anticipated pavement performance and their financial implications.Address agency needs at the project,network,and strategic levelsFlorida Department of TransportationPavement Management Integrated and Intelligent(PMII)VisionCreate a dynamic digital twin of pavement that seamlessly integrates

46、 diverse engineering data from the physical world into a virtual replica.This digital twin will gain life of its own,capable of continuously learning,calibrating,and improving its predictive accuracy,enabling smarter decisions for pavement design,construction,and maintenanceFlorida Department of Tra

47、nsportationWhere to Begin?In an Ever-Changing World:-A vast array of options can be overwhelming.-Constant changes can be too intimidating to act.Find the Constant:“In an exponentially changing world,focusing on things that do not change provides a strong foundation for long-term success.”(Jeff Bezo

48、s)What are the things that are stable and foundational in the era of technology?Florida Department of TransportationConstantsConstantsData is Lifeblood of AI Data is Fuel of AI engine Data is Lifeblood of AI Data is Fuel of AI engine Integrate the Temporal,Multidimensional,and Cross-function Databy

49、Breaking Down Data SilosFlorida Department of TransportationPMII Four-Stage Life CyclePMII Four-Stage Life CyclePlanning and Engineering:Collect geotechnical borings,drainage studies,and other preliminary data.1Design:Utilize Falling Weight Deflectometer(FWD),Ground Penetrating Radar(GPR),and coring

50、 data to define pavement structure and layer thickness.2Construction and Acceptance:Record mix designs,material testing data,core densities,and final acceptance data to ensure construction quality.3Maintenance and Operations:Document repair records,traffic data,and weather data to manage ongoing pav

51、ement performance.4Florida Department of TransportationPMII Three-Legged StoolPerformanceCreate a digital version of its performance as characterized by“biomarkers”(cracking,raveling,rutting,smoothness,friction)during maintenances and operation.Working ConditionsCreate a digital version of its worki

52、ng condition with environmental and mechanical loading dataPavementCreate a digital version“twin”of the pavement with design and construction data,its DNAFlorida Department of TransportationPMII A RoadmapDevelop Correlations and Causations through Machine Learning Implement machine learning algorith

53、ms to analyze the integrated data.Develop new models for design,impact analysis,and forecasting based on the identified patterns and correlationsDigitalize-Create Digital Versions Pavement Digital Twin:Integrate design and construction data to create a digital representation of the pavement.Service

54、Conditions Digital Twin:Incorporate environmental and traffic data to simulate service conditions.Performance History Digital Twin:Compile historical performance data to track and predict future pavement conditionsArchitect the Platform Develop a robust GIS platform capable of integrating diverse da

55、ta sets.Ensure data interoperability and real-time data updating capabilitiesFlorida Department of TransportationJourney began Thanks to the Generosity,Partnership,and Stewardship from FDOT Technology Team;A Data Strategy is forming,An Initiative of data integration is under way.Are you ready to joi

56、n and innovate for the next generation pavement management system?Data Collection Technology for Pavement and Asset Inventory and AnalysisChase FleemanDirector of OperationsInternational Cybernetics CompanyData Collection Technology for Pavement andAsset Inventory and AnalysisChase FleemanDirector o

57、f OperationsInternational Cybernetics CompanyData Collection T echnology for Pavement and Asset Inventory and AnalysisChase Fleeman,Director of OperationsWho is International Cybernetics?Designer and builder of Road Survey Equipment since 1975 45+years of proven experience and continuous innovation

58、More than 775 clients in 72 countries Equipment used on 28,000,000+miles worldwide Supplier to both private and public sectors.Customers include DOTs,MTOs,MPOs,major civil engineering firms,universities,and research institutesICC Design Approach Quality data is the foundation of good decision-making

59、 Equipment design can help or hinder collection of good data according to industry standards and best practices True integration:sub-millisecond synchronization between subsystems End-to-end workflows are supported in software Implemented DQMP-compliant practices in software Engineered for Ease of U

60、se and designed with a safety-first Mentality Ruggedized Electrical and Mechanical Components Built with Operators Point of View Data Collection Methods and Equipment Inertial profilers HSP-High speed profiler Reference Right of way HD Imaging Fixed mount cameras 360-degree spherical cameras Pavemen

61、t HD Imaging Pavemetrics LCMS-2 GPS and Inertial Navigation Systems GPS/DGPS Solution INS/IMU Solutions LidarInertial Profilers HWP High speed profiler Most commonly used for collection from 15-75 MPH Equipment has fixed position mounting to vehicle LWP Lightweight Most commonly used for collection

62、on construction projects post paving Equipment mounted to ATV or UTV ESP Every Speed Most commonly used for municipal or county collections where constant stops and accelerations are required Same advantages as HSP with the ability to stop and go during collection Reference profiler Most commonly us

63、ed for reference or ground truth data collection Provides HD profilers for comparisons to other Class 1 devicesRight of Way Imaging Fixed mount cameras HD 4K cameras(Basler Ace)1 to 6 cameras fixed mounted 360-degree spherical cameras HD 360 cameras(Flir Ladybug)Camera is equipped with 6 cameras to

64、generate a stitched panoramic images as well as endless virtual views.360 Spherical Camera Panoramic View360 Spherical Camera Custom Views360 Spherical Camera Custom Views360 Spherical Camera Difficult lighting conditionsPavement Imaging Pavemetrics LCMS-2 1mm x 1mm resolution Highest resolution dev

65、ice on the market Ability to rate and measure cracking and other surface defects Joint detection Fault height calculation Ability to inventory each slab Laser illuminated line on pavement to reduce shadows Camera takes pictures of the line rapidly,triggered by vehicle forward motion and the individu

66、al profiles are stitched together into a 3D surface 0.25mm vertical accuracy 0.05mm vertical resolutionPavemetrics LCMS Intensity ViewPavemetrics LCMS Range ViewPavemetrics LCMS Crack overlaid on range imageGPS and Inertial Navigation Systems GPS/DGPS Solution Garmin and Hemisphere INS/IMU Solutions

67、 iXBlue and Trimble ApplanixLidar Light Detection and Ranging Sensor LiDAR generates 3D models of the surrounding assets,capturing detailed features and elevations.LiDAR systems can cover large areas quickly,making them suitable for surveying road networks or infrastructure projects.LiDAR can penetr

68、ate through vegetation,capturing underlying pavement data even in areas with heavy foliage.LiDAR sensors can collect anywhere from 100,000 to millions of points per second.Consistency and accuracy of data is dependent on the sensor type with higher costs typically associated with better quality data

69、Lidar Point CloudPavement and Asset Data for Connected/Autonomous VehiclesPavement and asset data collection can play a crucial role in the development and operation of connected and autonomous vehicles in several ways:Pavement and asset data provide the foundation for road networks and can be used

70、to assist with development of onboard vehicle software.Knowing the condition of the pavement would allow CAVs to optimize routes that minimize wear and tear on the vehicle.For electric vehicles,smoother roads also mean better energy efficiency.Data on roadside assets like charging stations,parking m

71、eters,and public transport hubs can help CAVs plan routes that optimize these interactions,reducing energy consumption and increasing convenience.By continuously monitoring pavement and asset conditions,cities can plan when and what maintenance is required,leading to more efficient use of resources

72、and minimizing disruptions to CAV operations.Asset and pavement data can help DOTs and municipalities ensure that roads and related infrastructure meet safety standards for CAVs,contributing to regulatory compliance and supporting the deployment of autonomous vehicle technology.Thank Y ouChase Fleem

73、an+1 727 483 2273cfleemanicc-www.icc-772024 FAV Summit:Modernizing Data SolutionsModerator:Glendora Fortune,PMP,CPM,CSM,FCCMChief Information Officer,Florida Department of Transportation Questions?Data Collection Safety TipsBE SEEN:Always wear safety vests and ensure vehicles are equipped with high

74、intensity amber or white strobe warning lights that rotate,flash,oscillate.BE PREPARED:Make sure vehicles,equipment,and tools are availableand in working condition before every trip.BE AWARE:Plan ahead for traffic and weather conditions when doingwork or performing field visits.2024 FAV Summit:Modernizing Data SolutionsThank You!Moderator:Glendora Fortune,PMP,CPM,CSM,FCCMChief Information Officer,Florida Department of Transportation